Meaning: This means that feelings of tension or worry diminish.
Choice of Words: "Stress" refers to feelings of tension or worry. "Go" means to move or travel. "Away" means to create distance from the current location or to move from the speaker. When you put them together, "Stress goes away" means that feelings of tension or worry move away from the person.